Overview
High-impact AI systems need named humans in the loop. This article maps common oversight patterns used in governed deployments.
Patterns
- Review queue — Model proposes; reviewer approves before action
- Dual control — Two roles must concur on irreversible outcomes
- Escalation tree — Confidence or policy breach routes to a specialist
- Time-boxed autonomy — Limited auto-action windows with mandatory audit
How to choose
Start from residual risk, not model accuracy. Pair each pattern with evidence requirements (decision logs, source citations, refusal records).
Next steps
See related board checklist article and WAIG Academy literacy courses on /learn.
Content Attribution
Educational framing references public standards literacy. WAIG Foundation does not claim ownership of third-party standards text.